Period
to 21 November 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Manchester. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 21 November 2018 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Manchester
6 months to
21 Nov 2018
Same period 2017 Same period 2016
Rank 236 212 244
Rank change year-on-year -24 +32 +18
Permanent jobs citing Data Structures 53 93 40
As % of all permanent IT jobs advertised in Manchester 0.72% 1.16% 0.54%
As % of the Miscellaneous category 1.84% 2.82% 1.28%
Number of salaries quoted 47 96 39
Manchester median annual salary £55,000 £56,250 £60,000
Median salary % change year-on-year -2.22% -6.25% +60.00%
10th Percentile £37,500 £27,500 £43,500
90th Percentile £72,500 £66,250 £75,000
North West median annual salary £52,500 £50,000 £60,000
% change year-on-year +5.00% -16.67% +71.43%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for generic IT skills.

All Generic IT Skills
Manchester
Permanent vacancies with a requirement for generic IT skills 2,888 3,295 3,129
As % of all permanent IT jobs advertised in Manchester 39.24% 41.17% 41.89%
Number of salaries quoted 2,393 2,702 2,714
Manchester median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £26,250 £25,750 £26,250
90th Percentile £71,000 £66,250 £62,500
North West median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

Data Structures
Job Vacancy Trend in Manchester

Job postings citing Data Structures as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Data Structures in Manchester

Data Structures
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Manchester.

Salary trend for Data Structures in Manchester

Data Structures
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Structures in Manchester over the 6 months to 21 November 2018.

Salary histogram for Data Structures in Manchester

Data Structures
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Manchester region over the 6 months to 21 November 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Salford - 4 £50,000 -
Stockport +16 2 £47,500 -36.67% 1
Wigan -3 1 £45,000 +23.29%
Bury -8 1 - -
Data Structures
North West

For the 6 months to 21 November 2018, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Manchester region with a requirement for Data Structures.

1 33 (62.26%) Algorithms
2 29 (54.72%) Java
2 29 (54.72%) OO
3 26 (49.06%) SQL
4 22 (41.51%) C#
5 21 (39.62%) Computer Science
6 20 (37.74%) Test Automation
6 20 (37.74%) Degree
6 20 (37.74%) Finance
6 20 (37.74%) Relational Database
7 19 (35.85%) Decision-Making
7 19 (35.85%) Python
7 19 (35.85%) Software Engineering
8 18 (33.96%) NoSQL
9 17 (32.08%) Continuous Integration
10 16 (30.19%) Analytical Skills
11 14 (26.42%) R
11 14 (26.42%) Agile Software Development
12 12 (22.64%) Mathematics
13 11 (20.75%) Git (software)
14 10 (18.87%) Derivative
14 10 (18.87%) Physics
14 10 (18.87%) Scrum
14 10 (18.87%) Microsoft
14 10 (18.87%) C++
14 10 (18.87%) User Experience
14 10 (18.87%) Fintech
15 9 (16.98%) Problem-Solving
15 9 (16.98%) Business Intelligence
15 9 (16.98%) RDBMS

Data Structures
Co-occurring IT Skills in Manchester by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 3 (5.66%) Apache Spark
Applications
1 7 (13.21%) Microsoft Excel
2 3 (5.66%) Microsoft Office
3 1 (1.89%) Microsoft PowerPoint
Cloud Services
1 2 (3.77%) Amazon AWS
1 2 (3.77%) Microsoft Azure
1 2 (3.77%) npm
1 2 (3.77%) SaaS
2 1 (1.89%) GitHub
Communications & Networking
1 1 (1.89%) Broadband
Database & Business Intelligence
1 20 (37.74%) Relational Database
2 18 (33.96%) NoSQL
3 9 (16.98%) RDBMS
4 8 (15.09%) SQL Server
5 6 (11.32%) SQL Server Integration Services
6 5 (9.43%) Data Warehouse
6 5 (9.43%) Power BI
6 5 (9.43%) SQL Server Analysis Services
7 4 (7.55%) SQL Server 2012
8 3 (5.66%) Hadoop
8 3 (5.66%) OLAP
9 2 (3.77%) Data Mining
9 2 (3.77%) SQL Server Reporting Services
10 1 (1.89%) Crystal Reports
10 1 (1.89%) Enterprise Data Warehouse
10 1 (1.89%) MongoDB
Development Applications
1 11 (20.75%) Git (software)
2 9 (16.98%) Mercurial
2 9 (16.98%) Subversion
3 2 (3.77%) Babel
3 2 (3.77%) GitLab
3 2 (3.77%) JSUnit
3 2 (3.77%) NUnit
3 2 (3.77%) Octopus Deploy
3 2 (3.77%) Selenium
3 2 (3.77%) SoapUI
3 2 (3.77%) Visual Studio Team System
3 2 (3.77%) webpack
4 1 (1.89%) Atlassian Bamboo
4 1 (1.89%) Bitbucket
4 1 (1.89%) JIRA
4 1 (1.89%) ReSharper
4 1 (1.89%) SonarQube
4 1 (1.89%) Team Foundation Server
4 1 (1.89%) Visual Studio
General
1 20 (37.74%) Finance
2 3 (5.66%) Retail
3 2 (3.77%) Marketing
4 1 (1.89%) Banking
4 1 (1.89%) Financial Institution
4 1 (1.89%) Legal
4 1 (1.89%) Retail Banking
Job Titles
1 17 (32.08%) Developer
2 11 (20.75%) Python Developer
3 10 (18.87%) C++ Developer
3 10 (18.87%) C++/C# Developer
3 10 (18.87%) C++/Java Developer
3 10 (18.87%) Graduate
3 10 (18.87%) Graduate C# Developer
3 10 (18.87%) Graduate C++ Developer
3 10 (18.87%) Graduate C++ Java Developer
3 10 (18.87%) Graduate C++/C# Developer
3 10 (18.87%) Graduate Developer
3 10 (18.87%) Graduate Java Developer
3 10 (18.87%) Graduate Python Developer
3 10 (18.87%) Java Developer
3 10 (18.87%) Junior
3 10 (18.87%) Junior C# Developer
3 10 (18.87%) Junior C++ Developer
3 10 (18.87%) Junior Developer
3 10 (18.87%) Junior Java Developer
3 10 (18.87%) Junior Python Developer
Libraries, Frameworks & Software Standards
1 4 (7.55%) CSS
1 4 (7.55%) REST
1 4 (7.55%) RESTful
2 3 (5.66%) JSON
2 3 (5.66%) MDX
3 2 (3.77%) .NET
3 2 (3.77%) DOM
3 2 (3.77%) Enzyme
3 2 (3.77%) HTML
3 2 (3.77%) Immutable.js
3 2 (3.77%) Jest
3 2 (3.77%) jQuery
3 2 (3.77%) Node.js
3 2 (3.77%) React
3 2 (3.77%) Redux
4 1 (1.89%) ADO.NET
4 1 (1.89%) ASP.NET
4 1 (1.89%) ASP.NET Web API
4 1 (1.89%) Web Services
4 1 (1.89%) XML
Miscellaneous
1 33 (62.26%) Algorithms
2 21 (39.62%) Computer Science
3 16 (30.19%) Analytical Skills
4 10 (18.87%) Derivative
4 10 (18.87%) Fintech
4 10 (18.87%) User Experience
5 1 (1.89%) Clustering
5 1 (1.89%) Management Information System
5 1 (1.89%) Replication
5 1 (1.89%) Self-Motivation
5 1 (1.89%) Tandem
Operating Systems
1 2 (3.77%) Android
1 2 (3.77%) Apple iOS
Processes & Methodologies
1 29 (54.72%) OO
2 20 (37.74%) Test Automation
3 19 (35.85%) Decision-Making
3 19 (35.85%) Software Engineering
4 17 (32.08%) Continuous Integration
5 14 (26.42%) Agile Software Development
6 12 (22.64%) Mathematics
7 10 (18.87%) Physics
7 10 (18.87%) Scrum
8 9 (16.98%) Business Intelligence
8 9 (16.98%) Problem-Solving
9 8 (15.09%) Kanban
9 8 (15.09%) OOA/OOD
9 8 (15.09%) RUP
9 8 (15.09%) Scaled Agile Framework
10 7 (13.21%) Data Modelling
10 7 (13.21%) Data Science
10 7 (13.21%) Migration
10 7 (13.21%) Presales
10 7 (13.21%) Risk Management
Programming Languages
1 29 (54.72%) Java
2 26 (49.06%) SQL
3 22 (41.51%) C#
4 19 (35.85%) Python
5 14 (26.42%) R
6 10 (18.87%) C++
7 8 (15.09%) PHP
8 6 (11.32%) T-SQL
9 5 (9.43%) JavaScript
10 3 (5.66%) HiveQL
10 3 (5.66%) Scala
11 2 (3.77%) PowerShell
12 1 (1.89%) Perl
12 1 (1.89%) PL/SQL
12 1 (1.89%) XPath
Qualifications
1 20 (37.74%) Degree
2 1 (1.89%) Computer Science Degree
Quality Assurance & Compliance
1 1 (1.89%) Data Quality
1 1 (1.89%) QA
System Software
1 3 (5.66%) HDFS
Vendors
1 10 (18.87%) Microsoft
2 4 (7.55%) Tableau
3 2 (3.77%) Cognizant
3 2 (3.77%) Informatica
4 1 (1.89%) Netezza